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Removes ACV from shapash and fixes dependencies #505

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merged 6 commits into from
Nov 2, 2023
Merged

Removes ACV from shapash and fixes dependencies #505

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8577576
First wave removing ACV.
MLecardonnel Sep 21, 2023
60fdd14
Fix numpy upgrade.
MLecardonnel Sep 22, 2023
02bb0a4
Replace ACV with Lime in tuto.
MLecardonnel Oct 5, 2023
bb7b628
Fix seaborn version.
MLecardonnel Nov 2, 2023
882056d
Fix fake test models for shap.
MLecardonnel Nov 2, 2023
4a85e0b
Quantmetry comeback.
MLecardonnel Nov 2, 2023
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Replace ACV with Lime in tuto.
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@MLecardonnel
MLecardonnel committed Oct 5, 2023
commit 02bb0a402379d972ee181233c4d382a78e48cec3
17 changes: 9 additions & 8 deletions tutorial/explainer_and_backend/tuto-expl06-Shapash-custom-backend.ipynb
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Expand Up @@ -240,11 +240,12 @@
"#### First way : using a string\n",
"\n",
"The first way to select your backend is to indicate it using its string name. \n",
"**Existing options are : 'shap' (default), 'lime' and 'acv'**\n",
"**Existing options are : 'shap' (default) and 'lime'.**\n",
"'acv' has been removed from release 2.3.8 because the librairy is not maintained.\n",
"\n",
"Depending on the backend you select, there may be specific argument to pass. \n",
"Please refer to the corresponding documentation for more details. \n",
"For example, below we pass the `data` parameter used by ACV to declare the background."
"For example, below we pass the `data` parameter used by Lime to declare the background."
]
},
{
Expand All @@ -257,8 +258,8 @@
"xpl = SmartExplainer(\n",
" model=clf, \n",
" preprocessing=encoder,\n",
" backend='acv',\n",
" data=Xtrain, # Specific arg used by our backend (here ACV)\n",
" backend='lime',\n",
" data=Xtrain, # Specific arg used by our backend (here Lime)\n",
" features_dict=titan_dict\n",
")"
]
Expand Down Expand Up @@ -308,7 +309,7 @@
"#### Second way : using the backend class\n",
"\n",
"Another way is to use the specific backend class and instanciate it before passing it to the `backend` parameter. \n",
"Existing backend classes are : `ShapBackend`, `AcvBackend` and `LimeBackend`"
"Existing backend classes are : `ShapBackend` and `LimeBackend`"
]
},
{
Expand All @@ -326,14 +327,14 @@
}
],
"source": [
"from shapash.backend import AcvBackend\n",
"from shapash.backend import LimeBackend\n",
"\n",
"acv_backend = AcvBackend(model=clf, data=Xtrain)\n",
"lime_backend = LimeBackend(model=clf, data=Xtrain)\n",
"\n",
"xpl = SmartExplainer(\n",
" model=clf, \n",
" preprocessing=encoder,\n",
" backend=acv_backend,\n",
" backend=lime_backend,\n",
" features_dict=titan_dict\n",
")"
]
Expand Down